Computers & Digital Literacy · Grade 9
A Small Reviewed Modeling Project
Learners carry out a complete, small modeling project on a fictional library dataset: they frame the problem and fix a success criterion, check the data for leakage, minimization and quality problems, make a time-based split, compute baselines, build and choose between a threshold model and a small decision tree on validation data, evaluate the chosen model once on the test set, analyze errors by subgroup, and write a model card that a teacher reviews against a rubric.
- 4 lessons
- About 120 minutes
- Project review: 10 questions
- Ways to answer: choose an answer, trace code, highlight a text, type a number, put in order and sort into groups
What learners will discover
- Frame a modeling project and check a dataset for leakage, unnecessary personal data and data-quality problems.
- Set up a time-based split and compute baselines, including the 'flag no one' and 'flag everyone' extremes and the current staff rule.
- Build simple candidate models (a threshold and a small tree) and choose among them on validation data against a success criterion fixed in advance.
- Evaluate the chosen model once on the test set, analyze its errors by subgroup, and document it in a model card with honest limitations.
Lessons
-
Frame the project and check the data 6 steps4 practiceabout 30 min
-
Split by time and set baselines 6 steps4 practiceabout 26 min
-
Build candidates and choose on validation data 6 steps4 practiceabout 30 min
-
Test once, analyze errors, document 6 steps3 practiceabout 34 min
-
Project review 10 questions at the end
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